Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The experience of low- and middle-income countries (LMC) with respect to regulation and legislation in the health sector is in marked contrast to that of Canada and Europe. It is suggested that the degree to which regulatory mechanisms can influence private sector activity in LMC is quite low. However, there has been little work done on exploring just how, and to what extent, these regulations fail. Through the use of stakeholder interviews, this study explored the effectiveness of regulations directed at the private-for-profit sector (general practitioners, private clinics and hospitals) in Zimbabwe. The study found that there was limited and asymmetric knowledge of basic regulations among government bodies and private providers. However, there was a clear feeling that regulations are not being implemented and enforced effectively. A variety of opportunistic practices have been observed among private providers, including: practices of self-referral, where patients are sent to other services the provider has a financial interest in; over-servicing; doctor-patient collusion to collect health insurance payments; and the use of unlicensed staff in private facilities. Key factors limiting effectiveness of regulation in the health sector include the over-centralization and lack of independence of the regulatory body, the absence of legal mechanisms to control the price of care, and the lack of knowledge by patients of their rights. The study also identified a number of potential strategies for improving the current regulatory environment. For example, in order to improve monitoring, 'informal' arrangements between the centralized regulatory body and local authorities developed. There is a need to develop ways to formalize the role of these authorities. In addition, professional associations of private providers are also identified as key players through which to improve the impact of regulation among private providers. Increasing consumer access to information and knowledge is another potential way to improve information within the regulatory process as well as implementation.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it